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An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease

Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body...

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Autores principales: Kendall, Timothy J., Jimenez-Ramos, Maria, Turner, Frances, Ramachandran, Prakash, Minnier, Jessica, McColgan, Michael D., Alam, Masood, Ellis, Harriet, Dunbar, Donald R., Kohnen, Gabriele, Konanahalli, Prakash, Oien, Karin A., Bandiera, Lucia, Menolascina, Filippo, Juncker-Jensen, Anna, Alexander, Douglas, Mayor, Charlie, Guha, Indra Neil, Fallowfield, Jonathan A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10667096/
https://www.ncbi.nlm.nih.gov/pubmed/37903863
http://dx.doi.org/10.1038/s41591-023-02602-2
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author Kendall, Timothy J.
Jimenez-Ramos, Maria
Turner, Frances
Ramachandran, Prakash
Minnier, Jessica
McColgan, Michael D.
Alam, Masood
Ellis, Harriet
Dunbar, Donald R.
Kohnen, Gabriele
Konanahalli, Prakash
Oien, Karin A.
Bandiera, Lucia
Menolascina, Filippo
Juncker-Jensen, Anna
Alexander, Douglas
Mayor, Charlie
Guha, Indra Neil
Fallowfield, Jonathan A.
author_facet Kendall, Timothy J.
Jimenez-Ramos, Maria
Turner, Frances
Ramachandran, Prakash
Minnier, Jessica
McColgan, Michael D.
Alam, Masood
Ellis, Harriet
Dunbar, Donald R.
Kohnen, Gabriele
Konanahalli, Prakash
Oien, Karin A.
Bandiera, Lucia
Menolascina, Filippo
Juncker-Jensen, Anna
Alexander, Douglas
Mayor, Charlie
Guha, Indra Neil
Fallowfield, Jonathan A.
author_sort Kendall, Timothy J.
collection PubMed
description Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body mass index 31.3; 32% with type 2 diabetes) covering the complete MASLD severity spectrum, and created a secure, searchable, open resource (SteatoSITE). In 668 cases and 39 controls, we generated hepatic bulk RNA sequencing data and performed differential gene expression and pathway analysis, including exploration of gender-specific differences. A web-based gene browser was also developed. We integrated histopathological assessments, transcriptomic data and 5.67 million days of time-stamped longitudinal electronic health record data to define disease-stage-specific gene expression signatures, pathogenic hepatic cell subpopulations and master regulator networks associated with adverse outcomes in MASLD. We constructed a 15-gene transcriptional risk score to predict future hepatic decompensation events (area under the receiver operating characteristic curve 0.86, 0.81 and 0.83 for 1-, 3- and 5-year risk, respectively). Additionally, thyroid hormone receptor beta regulon activity was identified as a critical suppressor of disease progression. SteatoSITE supports rational biomarker and drug development and facilitates precision medicine approaches for patients with MASLD.
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spelling pubmed-106670962023-10-30 An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease Kendall, Timothy J. Jimenez-Ramos, Maria Turner, Frances Ramachandran, Prakash Minnier, Jessica McColgan, Michael D. Alam, Masood Ellis, Harriet Dunbar, Donald R. Kohnen, Gabriele Konanahalli, Prakash Oien, Karin A. Bandiera, Lucia Menolascina, Filippo Juncker-Jensen, Anna Alexander, Douglas Mayor, Charlie Guha, Indra Neil Fallowfield, Jonathan A. Nat Med Resource Metabolic dysfunction-associated steatotic liver disease (MASLD) is the commonest cause of chronic liver disease worldwide and represents an unmet precision medicine challenge. We established a retrospective national cohort of 940 histologically defined patients (55.4% men, 44.6% women; median body mass index 31.3; 32% with type 2 diabetes) covering the complete MASLD severity spectrum, and created a secure, searchable, open resource (SteatoSITE). In 668 cases and 39 controls, we generated hepatic bulk RNA sequencing data and performed differential gene expression and pathway analysis, including exploration of gender-specific differences. A web-based gene browser was also developed. We integrated histopathological assessments, transcriptomic data and 5.67 million days of time-stamped longitudinal electronic health record data to define disease-stage-specific gene expression signatures, pathogenic hepatic cell subpopulations and master regulator networks associated with adverse outcomes in MASLD. We constructed a 15-gene transcriptional risk score to predict future hepatic decompensation events (area under the receiver operating characteristic curve 0.86, 0.81 and 0.83 for 1-, 3- and 5-year risk, respectively). Additionally, thyroid hormone receptor beta regulon activity was identified as a critical suppressor of disease progression. SteatoSITE supports rational biomarker and drug development and facilitates precision medicine approaches for patients with MASLD. Nature Publishing Group US 2023-10-30 2023 /pmc/articles/PMC10667096/ /pubmed/37903863 http://dx.doi.org/10.1038/s41591-023-02602-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Resource
Kendall, Timothy J.
Jimenez-Ramos, Maria
Turner, Frances
Ramachandran, Prakash
Minnier, Jessica
McColgan, Michael D.
Alam, Masood
Ellis, Harriet
Dunbar, Donald R.
Kohnen, Gabriele
Konanahalli, Prakash
Oien, Karin A.
Bandiera, Lucia
Menolascina, Filippo
Juncker-Jensen, Anna
Alexander, Douglas
Mayor, Charlie
Guha, Indra Neil
Fallowfield, Jonathan A.
An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title_full An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title_fullStr An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title_full_unstemmed An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title_short An integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
title_sort integrated gene-to-outcome multimodal database for metabolic dysfunction-associated steatotic liver disease
topic Resource
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10667096/
https://www.ncbi.nlm.nih.gov/pubmed/37903863
http://dx.doi.org/10.1038/s41591-023-02602-2
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